{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Episode 7 - Basic MNIST with tf.contrib.learn\n",
    "\n",
    "This code is tested against TensorFlow 0.10.0rc0. You can find a docker image here: https://hub.docker.com/r/tensorflow/tensorflow/"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "import tensorflow as tf\n",
    "learn = tf.contrib.learn\n",
    "tf.logging.set_verbosity(tf.logging.ERROR)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Import the dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Extracting MNIST_data/train-images-idx3-ubyte.gz\n",
      "Extracting MNIST_data/train-labels-idx1-ubyte.gz\n",
      "Extracting MNIST_data/t10k-images-idx3-ubyte.gz\n",
      "Extracting MNIST_data/t10k-labels-idx1-ubyte.gz\n"
     ]
    }
   ],
   "source": [
    "mnist = learn.datasets.load_dataset('mnist')\n",
    "data = mnist.train.images\n",
    "labels = np.asarray(mnist.train.labels, dtype=np.int32)\n",
    "test_data = mnist.test.images\n",
    "test_labels = np.asarray(mnist.test.labels, dtype=np.int32)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "There are 55k examples in train, and 10k in eval. You may wish to limit the size to experiment faster. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "max_examples = 10000\n",
    "data = data[:max_examples]\n",
    "labels = labels[:max_examples]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Display some digits"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def display(i):\n",
    "    img = test_data[i]\n",
    "    plt.title('Example %d. Label: %d' % (i, test_labels[i]))\n",
    "    plt.imshow(img.reshape((28,28)), cmap=plt.cm.gray_r)    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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Ae0GSgUzfe/M5VzHyCV/+3wqFQkc9BBP+BKODe1L0hUIhHu/LxB0t/LSaeQC6CtuXGCTL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\nQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f41d40641d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "display(0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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Vd1b3HDlXL4WvF7l0JgcX/phhld1yLb0syNne3sbu7q5p8fX8f5rw5ZJXvMKt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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f41a987b110>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "display(1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "These digits are clearly drawn. Here's one that's not."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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tWtTibJA74of2zUuT+KHXkv51aT+Q0XxM+k6ng3a7PRTPL/tM9lDjopyhJomv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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f41a97729d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "display(8)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now let's take a look at how many features we have."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "784\n"
     ]
    }
   ],
   "source": [
    "print len(data[0])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Fit a Linear Classifier\n",
    "\n",
    "Our goal here is to get about 90% accuracy with this simple classifier. For more details on how these work, see https://www.tensorflow.org/versions/r0.10/tutorials/mnist/beginners/index.html#mnist-for-ml-beginners"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "LinearClassifier()"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "feature_columns = learn.infer_real_valued_columns_from_input(data)\n",
    "classifier = learn.LinearClassifier(feature_columns=feature_columns, n_classes=10)\n",
    "classifier.fit(data, labels, batch_size=100, steps=1000)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Evaluate accuracy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.9141\n"
     ]
    }
   ],
   "source": [
    "classifier.evaluate(test_data, test_labels)\n",
    "print classifier.evaluate(test_data, test_labels)[\"accuracy\"]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Classify a few examples\n",
    "\n",
    "We can make predictions on individual images using the predict method"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Predicted 7, Label: 7\n"
     ]
    },
    {
     "data": {
      "image/png": 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IoPe+002KXlt63t+e98Vj4ct973jTS18uPqflyq2t5Q63Jvz+YcI3Euh8e9n2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\nQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f41a9706ed0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# here's one it gets right\n",
    "print (\"Predicted %d, Label: %d\" % (classifier.predict(test_data[0]), test_labels[0]))\n",
    "display(0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Predicted 6, Label: 5\n"
     ]
    },
    {
     "data": {
      "image/png": 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IX6/Xo6QhXZ/Q0EcWq/6fACgEHv6J6Q7HkAYf6eVjUuL7iM9LBd6D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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f41a9706e50>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# and one it gets wrong\n",
    "print (\"Predicted %d, Label: %d\" % (classifier.predict(test_data[8]), test_labels[8]))\n",
    "display(8)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Visualize learned weights\n",
    "\n",
    "\n",
    "Let's see if we can reproduce the pictures of the weights in the TensorFlow Basic MNSIT <a href=\"https://www.tensorflow.org/tutorials/mnist/beginners/index.html#mnist-for-ml-beginners\">tutorial</a>. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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evTooISH5LVnxCvIpppiQz87pZ2e42Tl9OaO1Fa2d0E1K+kJwTugdVJnjwrVM\nbxqk6cf46nQyMmFp0VO9j+k9+64tDXEc63TKcmScdXPY7Q6Z8ttbws1NbEP/sd2SZRnlxQXy5AnZ\nkyeEqkJEhuObDH4+x83nuMUC6z1F05AreGlbTNPE2mQhxGMLRLBFQXV5Sbi8Iru8pNhumdzekt+O\ngFVT2vcs/XweJ1QyXt3iMfXZBzTnT7h1l7xaz/n8puLnrw4TfXRZ1ULN08pwdZnRIXgTw1xIrDJ8\nwGam3tRDm+6TysIqw6WxqKQWhswD1kRvTYoo8s9xTMwACpoWfENRWuyjKdPphMvH2T7kv9nEW60Z\nVmUZn3/9OuIOa8eMq8tLePxYaBpDXQtlKUynsS0mPY+qhqtyzaNqg92uYLtC1iuKbc/cllRU4MvD\nRVfnt7KSv/wl/Pzn8ItfjJuC7vUaAoMRzMGbtUYeFPC8TSSZ6nPq+vD8qpQB8v5QcJdWgCvLsQDA\nZDIOjLu7uCAq47LZ4HY72rZl2zTUXUfvHL339N7Tbbd0d3e0eY63lsyYKJA0hqkIsyGjBBGy4dEY\nAz/4AXzyCfLxx3E3TamI9Dun1e40lpOCnbdldb0rE/DX2HFXahdcX8eJc3cX2G4dm01PXfc8fqyF\nseyexdGvrpNQtTfp3pxGCvvQ49ua0K4wbCnOhKzKqKYVFmG1hE9/Ifzs5xETa7u4iENGgU16i9No\nzST3ZJs2Ap7l8iC9y5RQWANlhqniNac6upThgXcI8KjXn6o8taWbe8oO9H38gnd3++aXS9zQTNti\nh/HrnaN3jnZgeCpgMjQNZRjAhIBvGnzfU+92+OkUuo5Mx/x8PgIe7+Pna3GRuo79kdTKIssQMTEj\nxwVyH/CPnxCefEh48gH+4hI/W+Cnc/xkrtV68EGwvqPodxQ3W3jdRF6eRzCpDkt3q7jseE5+1/Pz\nPrADI+DRtUX1DwoSh0wrVivCy5dRu/PyZczC6jpM3yN5Tnl+Tv7RR1Q/+lFc02RgQ6wlPHpEuLoi\nPHoUM4TWa8xmg1mtkJsb5OYmeiwDYJXJBHt2RvXRD8g/+ojpRz/A3N2SPX+Off455vb28Lucne1r\n7TCZHGTm9Pk5TXbBJjvnbjnlVZfz/HXGL35xWG9LBbdaZeTq0rB6JnTB4K0BI1gv+5DQQfZdGo9+\naNN9Q519BTzb7biviGCMRSYVxjiyIiPH4U2Ptz2YHfgtdDumZc50KlzYnDWHZTxSeQzAZ5/Fdfun\nP41DoCho76ygAAAgAElEQVTgww/hyZPI6hhj9n+zWETtziz3VLuaarei2t0g9SvoXsH6JaZvyVmQ\n+zPo5oc566oHUASmgOenP43/VjBclodCZjW9RymJ8BvYtwt4jrUBqcuuu0W66OqXSNNn1JXWG6ET\nQ6uyahqjcnKqJHUuVobd7fB1va/z4UKgbxpaoCXGm3vGFNqMSMNrzBoiPQ/EyV7X2LaNk3QYhKKI\nNK37k7ofqTemMvnjmgP6+mPK9Vu2X/Uxx2ttksy2V+QrVXp3F7i5CVxfB+7uHNttx3bbUtcd1gas\nFbIsOxAVK9hPw7Qqg9puA3d3npcvA1XlafKe2jt6H5jbWPvaCwQbWC49N6+Fly/hxYtA20qM63ey\nn6gxhCWHNXok7KOnuSXGx72hbwVyIdSADfQO2izQWtjxpsxArz11Ho9Bz3ca4jpmTFMwo4+pgDkK\nIUZh63JJuLmB62vc69f429vY7u4QGU7LNgYJseaNzpsqy5hlGfMsI5eYWSLD4GmJuo5W/95aQuoU\n6JyvKmQIJdO2kW3QsLUOPGvj56Zp5Dkwy6EtwWXEQ4SG2Z2GqboONjuot/E9p9PYkWnyhM5bXWwf\nMmMrDcOk9R5SmkPZHWW7FYio+vT1a8Lr19EjSUILkmXYyQR7cUH+4YfIxcWhjuvx47jrPX68z/Di\n7o5QVfi+x63XeOcQkVgxuSyR+Zz86ors2TPK3/kdWF0i01jnTG5vDsV9CnL1sFhd74uC0JWELsO3\nHWFXQxcwGKwNSlpxexu/+mwW3+L8XLh+DXcrYbWFsoLCQG4gG8JbWqpAtJ/fBUuvQ0Grim9Wq8OX\nGoMUOVQFARdDWVmIeiUfw1vBeWzwmNKTF4EymWZa7kNvdRrx1hNEQtDkEhmmTXw8KIRtIXMBW8fi\nkhk9ue3Iyw6TdQTbE3xP33j6DJzN6G08hiTfbsg3Ldl6HTvx+hpevCCsVrg8x+U5vqqw1kZhe1WN\nmXyz2eF8/A378NsJaaUu/DHldB/7IzIyIaqk0qYhL22plHyzGYsHqNc6vI8VoSSK7LIQIsPjHG6g\n3xtGwKOaA8OoOzAcCi9bIN9uya6vI9J+/ToOPvWUk1LonJ+PoizV7eh37bpD1iqtN5Cm5X6HdUDu\ncyDT36UZ+LovHhe3ur31LJee9dqz3ba0bR1DUKGlaQKrlUGkYDYb97bjWjvKGsWQV6Drem5uWj79\ntOXDRcuzec6z2TkX0wXdbkZ/O6Mrcn7yU8PzLzybjRv+1iJiaFtLWQoXF3IAQnTf7B0EH/s+GEub\nTWnzS9oyI5iS4Ct8U9LUJZuuYN1Z1m2cn9r6/rA7U7YcHmBNTbzB/Q09BtHq1aYanqRsg7+5wV9f\nx7ZcxiyqrovzZCgWJ0VBFgKTIdyVO8dkOqVaLCgWC7JB4CQpUyYSwdFsRr5YYLTmgDo9XYd4Hzfi\n6ZQgEgWuuiEep6aWCV3+wQeRrbm8HN9ThWGKeFOBbKrZ6fu4pqj3GcKo4XnITfFY93hfkVNt19eR\n5X71SmnWsUpc28Z16vx8BLVti+v7CEqNGcNMasq6q2fTdXuKINze0r16RfviBc1nn5EZQzGfU8zn\nZKtVLEpYloTpNOqwxMD5GZTFm2VG+j5eb5aN4cXZjGz5mvKuISxbrnYVn4Sn2A+eMn/0IT/9aaDv\n4dWrMGR3yn651P3z5UswCLOJYVpZpgWI+H3I7p2ylCJOdVgKYFNmNs3S0xLHVQVlRahi2nowOb3L\naJlQu4xdd5jBpR+nH5VlcWg8fRpvvyaTaKFYxafqsxcFlNYwcSWVO2PSGy5MweXZgsuLR5RZjyum\n9MWEPp+y8RPW9ZTNdoJxHRf9los+58IYwrCxhLqm22zYZRm1tTR1zWQ2YzKfM5nPyVRsqXPzuFDh\nl4yOfLOA5zicdR/QOX5NetHaG0pzXlzESZh28qDR2Vc7Vndbd7ShR6wIxZBmWTqH67rI8hwBnh5I\nb1PBSMeruLkbfnbbLeWrV5jtNoqYh5sumkOtwpEQRuADhyOl7+8HO3ov0vN9viM7DskcP69N56Ey\nO5r9FPFnYLl0rFY9u11L39c4twVqmsawWhV0naeu4y2Ccf9STKtUdRQxB25vOz79dEdR7PjoMfzO\ns4y7j855cplR+5zaFdQ+5yc/87x42bPe9LRtYL3OaNuc9Vo4OzND5QDZr+HpJI7fOUTAY6dsioxN\nMcWZDO8yXJ2xbSw3K8vtynKTUMNKDyvOPZasPYiAOR1Lqlk41vEcM4kqqhrii+H1a9zQ/JAuKl0X\nxaxZFgX+kwnWeypjMN5ThZiqXDx+TP7BB5iBTZHhRhsRMhG8CGY2w5ydYc7Px0qTQxPvMVkWiw3m\neRS3KuBR00VP45FVFVkILf9alofpgrqZpidxp6HnrovfXQeHDk5NinhIS70A9TTSXGT996tX8MUX\ncae/uRkH6HK5947l7CyeW7ZaxcemwQwslhYRPGDa9bNVPJoCnutrts+fs/3sM3JgOpthp9MIeMoS\nZlNEtZbWjCV50xROBWW3t3GsaogrBLKX11TPX5E9f4Vhin32x5k/q3jywQc4By9fxiylWCIi4FwU\nLw/EJF98EVkdf2GwGZSVYJzH4N49wAMjY6e0t3qUq9VhER0FPqqFvbwkZDnMcnwpBJPj8wl9K7RN\nTt1k7JqRRb8P8OR5vPVPn47TSgFP2lJSrMgMi7LirDIsypIfPJ7jLh5RfdCQzTytz2l8Rhtyrpc5\n13c5r+5ysm7LD7KKPMs5Hxbk0PcR8Gy3bI3hzhg2Wcb5IG4v5/N4geqMpGAnde7g1+6b305Ia5TQ\nj8/d9/t0cdZYnHoijx5FOjUV+e52I+D5/PPDNLYj5GeAwjmKYcF1IZY5931PO1DsDRHM+KQpPa9X\n3w+v6YGw22F2u/h7YzBZLK3OIGjm6mo8ovv8fCxCo2IRPf35uMOOtU6pQOs7sJQ1P37+GPCkxVDT\njf/uzrNcOtbrjqZpGBOUdzRNQddNWK/DXpystySVcqnDt1qpY9rRtjVdt+Ljj0tutwvqbMGdnR6w\nS7/8ZRsZnm1L2zratoQh2PLkSRiGibzJ8PSRAUwZnnU+47Yci4K6IRnvi5dxEX31asTYdR33UF2n\nlMg7jtB+Z3afI6Ed+asYHq1ONnSmH8BON6Se77U4EMd8VSGLRSxA5z3loM8x0ynm0SPMJ5+MosMh\nXGTTa5vNxg2wKMYQzHodGYEsiyAnjVdU1eFAVdHr+XlcDK+u4hzUUPOg5WO9HsUK6nToXEuL8qVZ\nJOp8fYUskG/UUoZHmZb04CMN6W+3cXBqe/368GiIqyukqvYFV4NzMWtVRfk6eFPnEsZc4/S4iQHw\ntK9esX3xguVnn1F6j51MqKbTWKV5Oh3Pw3r8eFTIVtW4cSuIU0ZKWaQBgNlXz7E//0PKP/wp1XTO\n4knFBx8+o/7HIqb7B/8A+j4M2nbZE5kKeF6+1EQFoZpaZmJA3HB+9zsGeY4ZnmPAk56IrHNWwU+W\nw+KMkA8Hqw5d2O+g7WM1auUDdItMI6MKeNQ3V0dNAY9i6C++GCO/0Wc3XF1VXF1VPLqC7hwmZ/D4\nR4HZFbQ7qIdqzNc7+KyGT19BUQv5ouJynsPUELyPhxDXNf12ywa4BW4G9XQ5n7OYzeL8PgY8KW6A\nL7VnfvOAJ11MtDPT548X5bTs43FLO1fFviJjXp32ZBp7HxYngf3fBu+RySR6MyGQNQ1h2LFM1+1B\njWdgchjDXAH25fGV9emG72W9xyYqcqXvRWsMKQ2i3189KP23ArSUknsb+vgWLSXdjgHysYRAuyN1\nOuO/A855QvBwcFRkrM4SwhowOFfRtjl1nbHd5vs9SEG6RhpSIOG9sN1GCruqAquVo64dde2pa8fr\n1w3LZU3b1oyqrFhHqa5zlsuML77IsMPkUEIus7FGy6vrQJbB7W2ss3N3Jweg5u4uapPi2uz3+qCu\ng8lEDq47pY31/j3IfqkXoGL5tB6Lio8GTzvsdlG3c3cXH+s6VlS+vCScn8fTrLMMyfPIzsznyCBA\nDLsdstvFgnVPnyKD2lG83x90FtqWruvohiJ2UpbYmxvsbBazIzebeGDoZhNP4v7gA5gvCNMZvijx\nRYXPS0zXYOodptligh+V432PRwjFBD+/AJthvCCdw2g2pOpc1DSmmoq60iSENKPnoUyBl3oEWko8\niubG1Mi7uz0j5wbgaJsG61ysmQMjW2NtZM2sxVxdxT67uBjDfakTqsxaGlLM4in2eV0z7bqY2t73\nlEMRwb3G4osv4vWnOqBBFK3fLeQ5XD0CY/FdTz85o58ucJMFtrgjsxMyMZiuxW6X5DcvCS8/5VGo\n+OFVyZ/4/YpHj7L9vlcUEfMWhRIgQttpJCggYVzD3ynIc8zCKshUwJpWDUy1ZvotBk2Sd9AN4G+z\nkT3407J02uras90GtlvPZhPYbOK/N5uwBzxRPeK5vW25u2u4vW3oOqHvLc4ZrM1wrqCuC1arkmoS\nT08/vxCclwMiT3FZlDMYJvOCbDaBSWRwdHyZsiRzjtx7KiAvCux8jjx6RLh6BGfnhNkcqilkNpIN\n1u51gl9GgP7thLR0wgydsRf/paAnBTx6cJx6fccQND3CVQGP6mHS7JN0wUqFmCGMp/vmOXbQAIkb\nFkTYH4CYhrEU5BwDHi3AlQ+gRPp+BDupqle9IgU36l3q/UgBDxxe/3cIeODNtT3dsFPnIy3nkra4\nX4QB8OjdjC2EGjCE4HFuSttOqesJWZYf4D8dsyqwi55bzBrZ7YRXr2JI8tWrPm6gQ9tua1armq6r\njz7b0bYVyyW8fGkP5GGzGdghA/T6OoKWfWLScsxqULbp5iaKsu/uIn3uvcH7OMkVy6qkJMW136kd\nU3K6YerG7v1YnyXtvN2OcHeHHzKywgBuskFIKmUZWZ2qwgzhLKbTKHzte6TvI1N2cYFoOFrDIMsl\noWlot1t2QzPGUBQFRVmSW4vtOrKui87DDz6GDz6EH/+Y8MGHOMnpyeklI9ssyda3yPomio51nrQt\nIQgur3DTyBrZ3sXkgrYeY4yaGalzUcN+uoakwm4dlA9hOhHTNVIHVAp4EjGZWy5ph0ZdR3Y7xCKB\ne29iEKvLfI45PyfkOfLsWeyzpMbYfjAPehqm0zhOhuelKCiGPrfGYNuWwtroUOhEfvkyMjdPnsSQ\n1XodvfT0uIA83+uufLC0VNRU1FJRFS+psilGLNb1mM2a7OYlvPgFl+6SH15dsPz9nA9W2TAf4+1R\nwJM6Zn0P3oFRkvOB9OdvWAL+DmQMCniUoTyu5JpmBcvgmAePd0LfQtOKlq7ixYvYFemysFoFbm4c\nNzeOu7tYOqRtPU0T626JyDBkHNvtit1uyW63ou8N3ud4n2NMSdMsWK/n3NxkzGaG83Ph6kre8N2d\ni0N4sYAqGCbTPAKearHP3pLpFFNVZG1L0XXxKJKyxC4W+3B1uLggzBaEajJoZ4eEIe++tGPy7YS0\nUqpJv7mKiu9jeCaTOFI1Fy5Jid1XpVN0O+bHjYvUcQaK8ptJ6V6ZzZDZjDCbxToizmHXayzjFgkj\nwwOjiNkShcwpGPIQAU4I8XRnLfikoYKU4dFNp6rGxUt3xmPR1QMxPCkTcR/YSRmeN9mdSC/Hk5FT\ndkeBRz0AoRbn+iE0lh9gX9WIpvtR2wrGRDl5XWvlAU+W9Xjf4H1DCDV9P7axNyPwiinzhhcv8n2U\nQqUCIrCrYxv25r3T/Pr12G5vI9BZLj2rVUDEIBIXBt0HtIih/vyglgIeZVo1XKFhYa1w3jQxvHF3\nhxuaubzETqeYy0vk7AyGWDqzWdSuJdmTMsxnMWbMrKyquMktl/FymoZutWJ7e8vy9hbrPRMzlH4Y\nmhGJB0v+4AfwwQeEP/knCX/s93C9oeuFtjP425dw8xx78wKWr8eYZtPgiYCnm13EQ37bFml2scxA\nyvAo46V1ClKGR0MJcLhePYSl66T2oQh74crtbZwQz5/Dixe47TaCSg17WIs1hjwFPF0Xs+Dmc+T8\nnHB+jmjISYGOCtIU7GhqTtftQZBUFfkAdqo8RwYtkIGx0n0KeLTQ1nY76hy1zReExQJvJ7Q7w3Zr\nWe8svvwUk80oJCPrGsx2hXn9Beb5lCvX88OrjDBfcF3LQcF+TfbSJTjFCP67lUZ+OUvHVwLgD0oL\nHINy3RuSBVuCx/d63EQ8/ubmJhJtn312uL3c3AQ+/9zz/HnPq1cd3vf7poAHhBA6nLvGuVc494oQ\nDCFUhFAhMmO9dhhjsXY61O0xPHoUMEYOlCrOjRHoqTFMpgX5dArlIq4tA6i2ZUkeAqX3dM6RlyX2\n7Ax59AgePyacXxDmEfDErx84OJz0S8zVb57h0W+pbq6yLSk1m1Z80wk1n4+TYDi19yAVUwfDcchM\n5edHbFCo63guT9cRhr8Pw2jXoMshFzACGnUCLCPYMYC3kUYzWh02HUVD4DMoFTmAGQlJZ6h4OQU5\nxymnD1SP576xkgIg7ca3XZYxQpYZisIiYgdPoCSEnjgqHRH4WGAyZEyMX13D9zCChr439H2kTkOI\nHqSIORhOxkQmqO8NXWfxfqhVIQZjhNlM9tGLY1F/pHWV2oXt1rDZxMXi+toPLYqxN5ue9dqx2zmM\nyfatKCx1LfS94Jw5WFgexFKUmmp2YNz0mgav51ftdoTNBq+nY2+3cUMETFHEwoDpSYPpowb7U1ZV\nmQSR8ZAeXaT1yIZUYKjAbO8AJfmzZQlWwAiIiSEuf0lvQhQ057cRfDqXXGPMWHmjrEWqZxquM4QA\nxhLEEmyc5eI80vVjyOO7BjxpfBkORdYK3NrhxPrVKrJyr1/H4qrOEYw5rGCsCGC4F7JY7LVOcnk5\nsuWKGtJs2TS5wvsxSSPPsYsF9oMP4u+1HEjXxarONzexqvOLF7GkwMAYSpx0owiudyBmyDCq8JLh\n8pI+FPTVDF/FUIdIiwQP9RZZ3rDIJnxYTZHZjEUXuF1n3NqcpWT7S00168pMmxC1fO+EHfezPncf\nKaAOM8T+GqqoitXXxogDrke6gGkC0hjoDL63eG/vjZhpsnM6dUOITqv3jqhyjTrMqMk0HNIDM9T9\nv7mxe8JxNg1Mp4HpJFDlgawQyiJW2Z9khkmVk1UTKPoB9Mb93ywW5EVB1TT4EMgvrgjnj2kvPsQv\nHsP0HCkmSJYjeEKsrsW+xtKXsG8O8ByzNing0Tuq1TQhflENYZ2dxU6EEZYrSFBwowtjWgRGvQYV\n7umkbRr8bke/3dLvdrhBFOVXK0JV0a/XdKtVPByPkY/QYExIfrbJ76SqyAZv1+Q5Wd+TORfZHQU8\nd3cxhbdpEL02FZjBmCKri3Cqp9DN4wHBzjG7moIexbNpTQd1DEMwGJPt68W1raFtc7puAmMVFqz1\nFEWcEPP5uA9pPRvQ9G4hhAxjKrJMyHNLVeVMJjllacjzkjw35HnGZlOyXHYslz1NEyiKnDzPKYqc\np08Lnj3L+egjw9XVmIEQy5M4rq97rq87Nhvo+5yuy+j7jNvbnru7luWyY7NpqesW56J8PYQS70ug\nIoQckQxrM/LcvFFe6Tu3+2i51GkAEME7h6tr+tWKsNlEHU7XxfCt9zFU1TTj4biqWD87i+8x1MnZ\nZ9psNoeH/enJhIsF8vHH5H/0R0yn06gd6XuKLKPIc/Isw4pE4azI/nwd+dnPkLrBhowci4QMjBBE\naKeX9PmULJ+Q5SW2yDEX59jZUHglC9hMMNk9g1Vdzt0Ouh6fFbHlJZiAocHCoTPzEJZuhqmuBsDF\ns8batqVrW9qmiTWNZjPKssTOZhSXl1itvJnKCZTFUS/A+7H6Z1reI62Ar6yDsu7qjGrByDSLoa7x\nEg8i9W0bx9V6jbm5idmsyk5NJnD+Cs7OkfNzZH6JnTwmq55QTB6TT3LsYopcnMM2jAC776hYc851\nLCfZXbDbzenWC+5W8z3uhcMyGm0XcXMGhPTefgndxzfer/qo+5uaiv+0PtHFxSjQ1z1D90s98CqR\nRGS+o+waqBsWznJZVKzPK3pvD0CNMVo9ORtkA5auy+k6N2TXdvR9jfdb4s5XAheMsUBVt47xwbQo\n+nodmBSeae54cubi6e5icFgKa5iWBVkR8BnI/Gw/BkxdU3jP1HusscjTH9Jffsxy+hFZ8ZgiW5Cb\ngqR4wm9s3wzgSdFqGpPQBVfvtoIaY0bAo0dFpIBnzBceJ7q+t2oD9BjYZSK4UFHmbodvW/quoxlK\n3/ssw2UZPsto25amrmkHwJNmoRyDnoyRAcqriuziguzx41gMqW0xQ9t7y7sdMnjKrNcxayGtGNm2\nI+2vaegHwebvHvDA/aAnfT7V2mj3ps0YQ57nVJWlri3bbYH3E7quIx5NuAZajImAR+e0MrUqz9J5\nXRQyACihKHImk5hifn5umc+FyUSoqoyqKnj92vPiRWzrdWAyMUwmlunU8OxZxg9+YPn4Y8N8PkZH\nb27g888dn37a8umn9RB5jHSsSDYwOjXr9Y6m2Q0LQSxmEMIMmEaPOlSIlFhr3pBkPYiljGKqhbsH\n8HR1TTswO/mgxckg1sJJM4NUj6Z1Wsoydl5dx9DFp59G7lyzpC4uYijj6VN4+hSZzSimU4y1FF2H\nOLc/r87keQwJK7iYDKWsf/ZT5NUrbFYgWYHNCtzZFd3FY/rzR4i1hLxAigxbWOT8DDurkELABkwm\nSHYPq6yAp+sgbPGTBW6S0+c5YgKZZEiQ8XoewtL1NM1C0cHlHGHQr+2ahm3TRE3UbEZ5cUH++DH2\n2TPsRx/Bs2eH4yD9TiEcOIn7w5A1/K6vUcG7FjLcbsdMrOl0ZLS9h9UqHgDrPa7rMAOVIFpWQPtD\nK9nNZjCbYy6fYJ7+MbKnJfnZI7JJjplP4eIc8gHwDCG9KqwRAhNqXLvj5e4J/brg7m5+sNSmLE/X\nQWYEt2cMH0CQfh/YSfs6Bf26P2qoWEHqUUh5THoB61qKboNt1rTeclGesbvICMWhNFTEDNtkFCHv\ndvHsw90uDFmuHu93eL8h7oQlYynejsMUn2hauHC1gs0anpw7pkXHk/MebzKcyenFYK2hygqyzOBN\nhizOYj2u83NM10UtmDEURUn99BPqqx9Qz55hy8fMshL5zgHP8SJwDHZShkczHfaqcsZJrCmlKa2q\nE/AY8BzT4ENNiKDprFpVNEnfc31PFwJtCDQhHDA5NUPF3OHfBWOXeg7ZHf07D1CW2PNzig8/xE4m\n42Kx28GrV5HGXS4JzmE28YiCoCmxAy0p3o/p6UVxcCrwfmP6DhfaXwd03sbwvMnyWEKI1GmeF3jv\naVtVRAlxkmwwJpDngckkMJuNR6q07fHwEazNKct8qLEVePQIHg+15eZzE6OhM/j8eZRtBB+B0mIO\n8yE6+tFHwiefwMcfQ1kGXr6Mn3lzA7/8peMP/7DlD/6gZrUKVJUZQFSgrnt2u5q6XuPchkNqtx20\nSpGmNcZgbX5vAe0HsWPFYBoqhT3g6ZuGZkhfFsZyDKKZhsrqpExDVY3HqkTFN/zRH8WWZuRoWOWH\nP0Q++ogC9udp4dy+yFxQhWk6/tcrWMaqznYywQ4LfvPRH6OdX9JNzwnTOZJbssJAIZiLM5iW2FxA\nwlBfwhxWQNcyslpQqu0IFPT5nE7yuA9i4/lLqZDtu7a3bYjKAAwMT9e27NqWddMwOz+PgOfxY4qP\nP4Hf/V3C7/4u4Ue/S2iiIyjpkdl757CG7W5YP2uoJoT5AhYNeAi9h9YNk+YOeX0L9Q6pJjCbw7On\nkfVx8TUhywgD4Om6Djs4gLYso7QgvZ+D4ydVhTx5hqUkP3tMkQWyymJmFXK2IEi/T/iQvqdiTSUN\nsKTpGso6p9+csVqNTlM6rBTwFBkEE48ZeSe0WcPPQZTBGx6rhOFR50JDPynzmGVgtPxEwPoW22+g\nvcX5nLrI6LIJZhEzuNwe8Ah1bdnt7F4Stl7r5dR47+n7LdFJrRgPjYkhLhF/8HVglMhFsjAQnGNa\n9Dw+a3E20FtDbyzBWIwpMKbA4THzM2RxjlxcYEKgKEsoSsrJjO7DT2gvfsBd9YwsP0cs5AJVCF85\n0+7rMTy6C6aPaZZS+hoV3GlNh9lsjPUr2FF4ruEdGLkybckpaGG5xK9WscT5djseEOo9PgR8iOl6\nJZBnGd5avLUYH8thO+fovI8Udvq1OAxrKa61dU12extPFR5iIzIs0q6uY4gsDOLdobBXMIZ8uyXf\nbik2myj6VMpYC5ul1ZUfiOG5z46d3PtIPD2fSl8PSl7J8BpD2xa07ZyuC3hv6bopdZ3vI5HatTAe\ns1aWY/3JszO4WvRcLTquzjouJg1VqKmaHVW9Y1LnzKqCJ89KVo9KikVJvqgo5iXnF3GdAPbanE8/\n9fziF4HPP++4vY2ecpzk0LZRZN22G5zbEjPMlAeMZSmtnWHtFGunTCYVRZFjrbk3LP+d230OiOoy\nkmxHt1rRFAU7YwgSjxnIhyKaoqpuZV/T4+eVKdHOs3bU6QzFAmnb6Oq9ehXPylHhwPk5/PjH8Tr1\nfbyP5zwtl/Fx6AvnPRQF2cUF9uqKbDrF+I68XhGWrwhuR96sML6L9QVgDL2oU6TfV5kdvQ8wrEsG\nb3M8lr4XjAMbjjbEh+jM47CkNg3bt20MC3rPZJh01XxO8ewZ5vd+j+6jH7FaPGPdPmX9+Tk5Uwpa\nCjps1mInLabosNMWyg2yWCNXG/qspF08puUR7fKSdZuzaXLWbU7Wl0xdxsxPmWYNk3DJVC6Y2Ak2\nrJC6xSyHM7Y2m3jsh0hk8DTjq6r2kz3sdrEg4mQSDy3NSrLba4q7l7D6Anv9OTz/lO6PfobfrjCX\nl5irK+x0Gu/RMI7zruJi0vDRB47txWESmBZunkwicVhIwBof9UDvwjo7hBl9MLSdodlGcX7eTikm\njyifekzX4MsJvqwI5WSQ7Aynw1UlMptDXsSkgaKAyRT6HltaJqHkwgvW9zStoWmFpo1nYT15Ei9h\nOqG056sAACAASURBVB2T/WJ0rcW5FW37CrgGzoYmVJVhMpkynU6ZzXJmswvm8ynzueXiQvbt0aVn\nMQuUWSxk5pylwVMDXRL08T1M23Nml58w/f1Y/DMWlM3Z+YprPuH67pJXXUa5jn5U28baaGUOZeYp\n85g4BLwZIrzHvjrgSZFmSg2oaFEzqtIdoO/jpF0u4yKZAp7Uy1MNj4IgPXPj7m7cHeuasFrRr1ZR\nk7Pd0vU9bd/TOYcJgZwoOLYp7C8KpI+np7cDODG8iRYV8GiuUQdkTUN/e4vre0wRB5lmqfgB8LTe\n04WwBz8OmG63zDYbss0mAqW06p5SzdregYmYApj7QI8CHnWYlXXXro61F0fAs9mUbDYB5yzeG7pu\nQl1HvU9aQ02paGvHSgWPHsGPfgRPFo7LcsdVueVMVmTrG/LVDfn6hktf8Xhyxg8nC3b5GWF+RliA\nXxRkuewjMdtt4Pra89lnjj/4g567u467uwh4QuhxrqdtG5wzONfQ9w0hNIwsVQkYrJ1RljOKYjIA\nHkuWmQfLYj4w7aDjuafh1IHjdzc3tAp4jCHPMiqly8/OxlNX9biGy8sIWLQ2iIZtrR1zgVNVpJ5w\nrgeCOhf/Xk9EVzHmbhcPJ91s8J9+Stc09CHQh0CYTCiBajolE8G4jrxeI6uX4LbY0GF9dxDq2evl\n0lIWmuygGp79oBZCluEw9A5MD5lnBDwPhVzTiaf0hKajD+lI0vfxOI8Q4vl/8zn506eY/5+692qO\nJMmyND8lxp0DCARJnl1dM907srv//w/sQ4+s7LbMSHVVJYkMAu5wblRV90FN3Q2oqOnqmkmyJqni\nkREOuJspO3ruuef+4z9SXn7DYzXnup5zfTWjSAxFaiiSjiQyRJEhkh1aGMSoRrYNoq1prGbnRuwo\n2G5zbu8Vtw+Km3tFojrORxkX4wnnc8PC5SxEhlIZsZPIukX0gEceDt5lWwjv35QkJ7fsEPpfLo8n\nJpFliChBre6JN/fI7S3u4Qp39Y727Y90dUkE6NEINTSibRpikTLLGl5PDTY6PT7oaz71CWdpBrF1\nKOsQZgB4fu2wpVJYIykbwXYn2e0FucsZpwtUGhOJDiMjb88gfWarFA4lQcQamaWIOAEhEVEMeQYC\ndCfIXYx0gsQa9gfHvpQg1NGHMxQDyLKhy0tD02xR6g64pXedAyKSpGCxyDk7y7i4yHnxIuPly5zL\nS7/+hXT2SQ6jwhIrP+87Y6iNY28cZXsKjDS14MxNcPPPiafecX2306y3itVec9suuF3PuL3XZGv/\ncyFaP8ocpI5IWGRgnP6GBfjvAzzDCfkc9AxTPIcqfzgxPME9MgCe8LPDXMJAfwbOLdhnDga73e/p\ntlua/Z76cKByjspaKueIgRF9uKqfeDJJEFnmjdCco2pbDPxVhgdOgKcBdFURtS12t/NeJUmCi2NE\nHGOrirZtqZ2jtta/GkPbu5rq/Z50tztlTQzzJ5/XOvi1Tx58ei0Y7qVKPfWdGaaYB/fOKBIkiUDK\nhK7TlGWGtV4kV1UKIZ4CnqGLf1HA11/7/fZ3v4NX444ZJTOxZlQvkdVHRH2FeLjC5CO62TlmfkEz\nralGUI1jqvGYauDGv9+7nuHp+O67lrpu6LqGrmtxrqHrXB+FdTjXHduJ3YkRIkbrnDj2J50si4hj\n8YTh+VWvYWZH+HPopIETmMlzmjjm0DM8aV+wTwTLh9nMMzyXlxC0IBcXp/DVzc1TwBPAUGgB8AQg\nNCxhH5IQnMOtVti3bzH7Pd2HDzSHgy/74hyuL02gFwtiIVCmRVZb1FZAt0dE2ut0on4ZC0AnvAbQ\nE5B0n91y/GwHVkUY1zM8ncBaH6b81em6wPCEVPmQoNGbD8oe8GhrfUJFUSADw3PxOx7fZ7z7kPLn\nq4zZxDGbOWaRY6QcSexIEkcSOST22A6V4HGjedwo7jeK7z8KfvhR8MMPgiy1fPm55YvPLF9MHI1T\nKKEYK4WyEgYMj9zvEV3nD5pR5F2e++wiB08AT8goE1GMXj2gNndE2zvahyuaq/c0b39EtI2/v8tL\nBlkRsN8TJymzaU171hHPn0qSAsNz9E1sQLUW0f0GGJ7BYmqsomwEm53gYSmYjTLUNCadTlGxw3SC\ntpM0nUAr7x/mFCgtQCuklggp/F4EoDXaQo4kdVDYjkgrkILW+r06z/1ULMtToGG3g6pqKMstUt4D\nV/2XjYGCNB0xn+e8eXPGF1+M+fZbxTffSL79VlGW4iipVc4xKhyx9lpA00bUrWXfwHYQpDnswV1M\nSS5SpucvcMayvxU83Elu7gRX9zHX64jrh4hidYriJTGIzhELi4stqGdymf/B9fcBniHN+jyDYBjU\nGwKeIIobFmMKp8VwKgwqs08J7IYDZfAq4Fi1WYq+aq8QqChCJQk6SdBpihyPjy0pS9Ltlny7RR4O\nyLY9NtPT6bZfcLRz6P41eO24psEoheuFnqLrMHWN67+zBbpeP9T0rJNpW1zQ6vSD8pjiNLSx/zVP\nHf01/ArDyEhoQx+08J6wfviuE0cMLKVDKX8CUEr37xFUFTjnjkkhWcbRQMwYiLSjSA2LkeHV1HAZ\nPTLaXzPeX5Gur3HX19i+RWdnqLFDJjHdeMQ6bSAynkJtT3ZIy6X3oFitHKvV8B48n+dTMkMgE/zo\nigCfLebFySlpmlMUCaNRxGikybKnNW6fSy9+sWs4N4aCqDC+gnZMCOT5OXqzId7tcEWBLgpkEJFe\nXuJevMRdXiIuzmG+QOTF0dn0+HvD+A0ZhyGWkCTYYoQtJri4wMiM2k1ozIKmfeHT+ZUl1hY90tj5\nJfbyDe7N5z4t3nkDT0/ZF/5+ytJrPbLUh7FE4nFoyMTqumMCgzMGV7cevKRjRJIjk9Sbj+oIjMVZ\nh0OBjL2XiPQLtRTuaZ/90nMxTJzw58CYn2qheC1LryekD/3x2WdeJH5xgZsvMI8RbRTRoOk0EDtU\n5jCRY9VAs4e2o/dM8a0sDatVzeNjw8PDgbfvLT++t7z9aMmyCKNTWp3SRDFdCqKAeAzTFWTrlnzr\nw/YBlDnnEL18IKSnAyd3/cDKlSViv0OUeyj30Bww9QFZHZBV+dR8NrD//XhTeUw21kwXEnF+2loO\nBxgVjjx1JNozAUIYJM/W11/7cCl8gMpaQWd8NtmhjYjaCNlCErYEic9q0g6hHUp5nZpTPnPROkAo\nhI4929N1qK5D2xrdWhoX08kYk8RkuvcRA6oUVneSm0T2LI1FiAYhDghxQKkOrSVaZ5zNU15fxHz9\nWvPNZ/D1Rc1Xs44vc8NeaVYiIlMxrjOMoprYHGC/Q1iHtBLtIhQSrLfxqBs4mJgdMWvloyFLKXgA\nHqxgY6G00D7zIT4a3XYOZ633G/gbr79PtPw8bDXcDZ//W2g9Ij/aowdnpOvrkxjrUzSjUn5yTCZP\nT2517de7/rOEMSghiIQgFYJoMiFdLIjOzryF+mzmLdTnc/RuR9ZnHKSrFWK7RW42iM0G27a4rju+\nykGL8GyQA1+bKzBU1tfoEv2Ja1iLy+E3dhfurz/1HLMcgjh0WMsniDd/A9dQK/l8bQi3BKdbCOvS\nczd0EMcInhe4Oax1JIlgPBbHUklh6GSJ42zUsIgrZpQUm4/EH7+Dj9/R3ryjW61oVyu61QrtHMls\nRmwMxgkOpeCxEtwI2OxOyXw3N4LVSlJVoRdDbp7g1GPh0n1TSBmhVILWMVEUUxQJk0nEdCqYTJ7W\npfzVwE64hh/+XPAauOs0JWoacucginCHA0WeezOwPMddXGJfvMS+uIQ8R+KQuz1iuzmVSgmVmoc3\nnKae7TEGm49p5y9o5y+oxxcszYTH1ZTHZUGSK886TC0jLZAvv0H9F4GaL9DlAdE16K5FWEMiJVpK\nxHp9CrcFgcYwXXeQsemcoBtNMcUUczZBTcbodNRnfElsnOCcxMkOIWO01KQSZG2JWucp8t/AwQN4\nqucJa0eoi5XnvgxH28I//uOx3LXUkjQXjPsSY+dzy/nccjE31I3j/g7efXB8vAYhgmeVomlq9vtH\n9vtHdrs1d3cty2VLVbVYO+bu7gXWXlBVc0KxTufg8t6yuO9Q24a4qrBNg+06LxdoWx/i2mz84VCI\nvq6LRlSVtz4YLhz9oVIJgQ5xcyH8TAx7SNgTigI5XhDNC7JJjB09xeJZ6sgSSyR82R9hQ6bib6Bf\n4divwnpbBqXkEbuH2tiDM4SXEFh/GJDCeCsHPztxPZBwToLTiK5DHirkYYeoSmJyCnJEXGCc9Dom\n5yg7yESEdDFdG/Ust3fM91M6oSgm5PkFry9HfPVK8btXFd+cVVyoA5P1AWUOJHrESE8Q6QSHYNQd\niKsN7FZEsSFPJCQRQilsJ+la2Ts3hyXFl8S4v4flg5/Kxvh7ns9Pmu1QrECIZ7qLv/H6+wBP2KSH\nucQB8HTdU8YH/HvCYA1F4gLg0dozPUMK/jmdkGV+koS09L4Ja1FNg6hrVNsSC4GVEiMlcrFAf/EF\n+osvUJ99Bmdn3lX0/By93ZLd3aHv7rB9ZTRxc4O4vfV0a10fG3XtAUvXHbdGSw9iQtit6zzStBbV\na4fU4L1PBIjgey3P/T0NHV6HNMlv4BpqwD61eYckPDh1byj9cpIlCbrO9XSkADzQ8cDGHTMwz87E\ncZjUNSTacTaumcc7Zm7LaPsR8e5PuP/+/9L++B1VXVNXFXVdkyQJvHyJ7jqsFRxqWNZwVcN6UOT0\n7s7XyapryclWcmhKcLxzPI3rMxR8GMv7+qRpRFEoJhMv1BsCniG+/1XDW38N8IQsK2uJgCKKiIsC\nqoooy4j68IK9eIk5v8RcvETg4OEOsbyDx/tTp08mf3lAGWRE2WJGO76gGr9gG825vkt4/5Dw7i5h\nPBG8egmvI4ebJSSvviVZnKF//zt0vUfXJaIuEbst6u4OdXfnOy/UaUqSvjbIIHRX18cUeYfCfPEt\n7fgFzeI1cREj8hgZRd7LJ5JYobHaeTsFIYmkd6tVtUWKT4jXfq1ruHaEtTYAnqGz9RdfHAGP0pI0\nk4wnwgOeheNibnix6HhYWjaPjj/9m+P//lcQQiNEhBAKYxra9pGmeU/TXFOWJYdDRV1XdN0FznXs\n9znr9axXHPQlCNYWed8x2jaM6xrXAx7Ts+GUJWqzOZoXisnEHz59zZaT1cggrC+FIIoin6EnhJ+h\nYZEJtWFGI+T0jHgxxkwiKE5gJ039GpIlXq8kTV/+x9l/95H/ItcAyAoHUii0csSx6MPvJ1VISN6I\nIsC6/nDfIQU4tK8j53x/OCdxCGTn4FAhHlfI3Zo4myJzQ5wJnJR9ypYhbiETGcoKulb3Z23rwap0\nZFnCZDJhPr/gzaXmq5ctv3td883Fgbxeka9XqLsV8ewMsbgkWWjQEdFmT1ytYbNETyCLIqI0RbmI\nrtM0raBqBdY6trtTtPZxdTJpF+LUl8GbOOQfeGcBd/LL+huvvz+kFY7iQX8znJSfchIOsYWwGx4O\nHOMKRXGCskNIG9LbQ9p6kpyMBuPY25kHwBBiI31zZ2e4zz7H/e4/Yb/9Fndx6S3rX1zCeoW8viG5\nvoarj8hiiowSL7oKVZb3e+8n4Rym6/7CmNA4hzV95WFOW+ZwGz3ud+E5BCATzL+Cq/ThcKp4N0QR\nv4FrqM0Zjqt+7Tp2c9O4o6eYD1eF2xYY4+/HE4COtnU0TXC+lmSZPEo7joav0jEvWmbRgSlr0u01\n7ccfaP/tv1P/4Q9HW4ESMPM50eFAai0GSVlL1mvB7eYEeHxIS7DbCZpG9o/Yp9Kfes2fmPzpIQVy\nhCjQOiGONVnm22h00vWGSTisu/ib0PLAXwKe4N2hNVr7WlnpdAZth+s3TpukmPNLurNLzNkllAfc\ndg+HGm7ucGnmWzECIX3KRNcD/7FflcR4TJ3N2adn7NNzHt2UD9eOPy8df/reMZ8LaimQI4GeCPLZ\njKLoQyTdgajeoesd6uEW/vAH2B1wh3e4uvX6miiFrPDh7P6kJ0LF8B9+wMkYM7mk+Tymnl1CAjJx\nx4XSajBSYDUo4dDSooRFGAeyn+W/pqj1eVjrUwyP1p6+OTuDxQK3WMDizNcZEpI48S7jsxlMJ5bp\n2DApOtZLw3rp+O7Pjn/5l/CBYeWqgTVwA/wI7Pu2Q4gtdT1mvX7NZu1II0seQx458kPD9L6m3VTe\n4LVpMG1LZy2qbRFV5QvEKuUnTj+BnJR+7bPWHy4D4DGevZBhnQxAz1oPoKSELMfNF4j5Aj0tSCcx\nqjhleDYNRMIb4EXCIE3n04Lcb0AjOZR9AFhQCLTyLHg4OK5W/lYDxp9MeoZHGoT1gMc4f0tW9IF5\n5zVorjWI3R65XCIe74nnDbHsIHM40RuuOIM0kHQW0SraJu23oGC3ocjShPm04OX5jM8uOr44r/lm\nseXL0SOivIPVPdzdETcVURbh9ASXOsSmRFQ7WK+J4phokkM8RqqOuhGUteTQ+DIYARYMVS7B6imI\nzgPDE+zrpHSn8KT920HsfxzwhMHXU41PmJjnfw67V1Wd4s9DQAQnRiME6cLvCIAghMOGmQqB5Qkm\nZ4vFiWrvB3N18Tn77A17+4py84K2m9JuMtorgd0muOUY92iItpK5iJm/LFicnSHubrwg8+YG13U+\n80pKWk5iZgfHOuCNHzo+m6R/FfjlI/j6xMYXMhTBxK0PJRzTfL218H+4K36u6/lXGep5wuunNOpB\nnhVSzMPPBszru9lgbYNzNda2HA4xy2WElBFJonrjP0GSgZDC71BS0krJVkq2eEecYcWuRGtMluEm\nE5jOcG2B3cdYK44FQ4PcxBgPeDyDHtG2aV/WIkEp1zeIogStU6IoJo51n5IpjpkNgdkJyXZBxjIc\n1r/KFTrleSeGedvP3S6f0JmIljFdY+lETCcjjI2hmeHKHHYKUccIN4f0c8QkorIxZRNTVQmdEThj\nsJ3XxKgyQ+1T1D7jIAseu5RH43ioKj5+rLi6qvn4sWK386aUdZ3z8JA8WTYWI8WLccyLSc4kmmOn\nn2Nfg+1GuPMX2PEbHOfIfUJSb4nrDUmzhauroymejQVdY2hqS1WJPqQscNYhZA/C+zEZaYi18MJP\nRx82b05M9F/TEv4S/ThscDLByjL/5cfjI/I2+RijMrouYm8Uh0pSVoKqEtzdS7ZrxceP8PGj4sO1\n41C6o1egF+cbnGvxmrUp8BLY9i0hy6ZMpznTqeZ8Zvl6uuQb/cg360debf/AdPU9anNLu9th+/Ve\nOl+0WeT5qTh0cHjuF5BhuF80jfcKCimbaerXdue8cP7NG3j9GjOe041nmNEcm05xcYHT0TFAcDz7\n9izAb4atG1LAA2mIMBLlImIlyFLFIf7LAMkx/0D7PzgNzrRQ7ZFVjahbnNJIpXFaI5cPyA/vEG+/\nh+uPJ8QwHnvNT9tim4b6oDi8/Yr926/YrXIOh4SmmWLMKyKpOEsSvhnt+f3iJ75iy+LmBru/YRc9\nEtU1uqrQdU2Zzjnkhn0scXlMfsgoREE+pGWsRdAhkWipj4fEQNgeLQSyEwcQuI9QgWoygckY8gQi\nL1d6ev07/fz3AZ5wtH8eegqMTHClC4XPQkZWQGJDO9rhbhgAT6DeQxXfIPwIdo6hhWyQzcbD4vA+\nY6iLNzzmb7izr1huXlCuMw4u5YDEHGLsfozZaQqX8tV8BC8XzOavke9+OKbLut2Orq5ppKR89hg6\nTgxDhc8Ic4MHqvGAB+eIug5d1x7whNy6IeD51e15n17Dr/KpTK3nXReim1XljoJB/z7xhOjze7HF\nmArn9jhXUZYZy2VKXYdBL8lzhcz9YBa9IVcjJVshuMcvwYFFU0CnNTaEPWdT3CHH6ej4mEM2WZb5\ngqRe2Cg5HKLeTV9hrTk6PHsaVZNlUf+qelNCcaRXg743zOVPAZ7nQPFnv4ZswDDlDU5fruf8uzym\nZESlHFUtqDtFbRR1p1BNjioztFJgYqybYxOJmUxY7zSrvWa9U1S1wLQW2zmvnT1ERHlEvIvYNprb\njeZ2DXebivV6w3q97l9zqmrBbqf5+DF54jn45RvF779N4BuJnArMFLpXI0z8CpONMKMZxs3Qe8N4\n88B4syTZfvBawB7wOGJMbWgqR1n67+YsOOuLGgawYy2Q+L/z0dZeRNb0B7Xnho2/1BU+7/nnHr1W\netfi4MY7n2OigkZl1G3EoZYcKkFZ+Tm5rQVtrWhrwc2N48M17HvAY0yLMV1fNqXFr1qz/gMz/BEu\nIssmXF7mfP55xBcvDF90D3xhvufL9Q/MVt9RrL5Hb27pdrvj4VQ459PS89xXZJ/PT+s7HK0/bA/S\nZdsiq8qzdc75+zw785P4s8982O6zzzHxiCYeU8djXJqj4hSlo6dgJwAe8GHZ5+Dxl76GGQ3hiwb9\naSdQFmLly+cMt4QhR6AUSOUdxJ0SuLZB7PeIxyWs1rgkhTTBJSni4Q75/ifEd3+Gtz8+8dJy1tLV\nNV1dU5UR5WPFfpWzfXzD/hBT1zOsfYnW+gh4/s/FO87MDaPbt7gffmLXPZJGEVkco+OYKi5ZRh13\nQmInMeciRcicfDQ+0TLGgO2QTqOke1JaMmT3DgHPkEMJyaNhyCfSV5E5rq1/bc48u/5+hidcQ0Yn\n7C6hWevBTgA0ofeGvRn+Ldx10ACFDSyYBoSbCQK3YR2tYII28Kyo5Cse9Rs+mFd83LxgvZNsdorN\nTtLWMabVdE3BrJjB4ozZy5Ivf19CFvnvfHeHu7+n05q6Bzzh2Qo8s7PDb77BgDvCLxFBwxMqrR8Z\nnsDdeUHL6bTzG2N44NNszvD/4amc69QlHvSEirlBAxR+3lqDr3K+w7kdh0PXVzTXTCaCszNfk0pI\nD5g8w6NopWQnBPdC8Ih/zqF1UYTtGR43neFWCVbHGCeOEdE8D9UQBPu9OLqyGqOoKm/gobVPo88y\nwWjkxdSjkeyZHHGs0xNkE8d48iBR8Tno+cW79a+FYsIY6/0EOplQqZhtHLOvNPuD4FDCoRYkrSIu\nJQkSgaR1c9pkQjPtuKkFt43gZiXY7aFroeu8k2u6F6SZF8yuN5b3Vx0fPhpu7yu6bk3X3dF1dxTF\nlO1Ws1yOSNPxcQrvdvBf/jcfd1q8iBidp7TTMW38knbe0VlFh6Z1mni3QSxbkrsHuH8Lj8ujHsTp\ngq7uaKohwwPWnUIEYTnynlICi9eJiM6cMkp/zetTSRxhjQ0byJDhcSl1F1N2EftKcehNlKtKsHyQ\nLJeC5VJxfw93d45DGZZxb71gTIkHPBEe8AS+2pttZtmUy8uM3/0u4j99bnhz/cCbm+948/BfiZfv\ncY+3uLVneEKpEAU+My7PT676g0Opw2shQ0YswxqEAfAsFn7ifvYZfPklfPklncuoXUbpMpyOSGKJ\n7H2whjJQ4Vwf8vyNsDwBuWh9AtNNg+gcWipibTHR6QwMTwGP1oHhETjtXe3Ffoe4u0VeX+GOJ7ER\n3N8gPryD7/4Mf/zjEzLCti2mqmjLkrpOKU3O3nzGznYcugRjphjzEh1HnMUt34x2/B/zR5L7H6lv\n/kj9wx/Zb5ZwdoY+OyNZLChVxYMwfLCSrkxgnJKPC9y4RSTxU4bHGZR0R7gQmBxjTiGs59MvmE1P\nJr4p65scatD/hj7++zQ8Q23AsDZKEOOGFhxXA8AZikF8qo7/fd6p7umEDnceymiHFgbKMDU+jIpQ\nfV0pqvIFD/s5P21G/LBL2G4N223HdmtpW9Gby2kWM8XLzxVLl7LLRmT5GWo0R4+9UkxKidaaKI5x\nTXNqxjwxJWzwEfCak2HhUfPTddi6xu732P3eT+iy9BkKxxy730ZmyN+yQQ+jksPJGIbAMznVs67q\nEKLEawUeMabqF9sDSuUkSUYc52wzRblrafc1bn/AVBV127K3lh0cnXG8VkpiZUSrUlyUorOIYqJY\nLE4SMO95Jnh4OBFrvvioIIpkz6AL8lxQFPJ4mhiNTqGr0MJwH/oPPdft/CoMT/hgOI2nPoXXCYHL\nCxAKF6Xsq5T7fcLtOuFxK9ntfDX43a4jjg8kSUMcNwgBbRsfm9cPO+7vHfu9n0c+20KQJJY07UgS\nP9eurzuub1qWS1+DjL5gi9dNCdpWEEWO/d633c5xeSl4XAu2pWTfaMo2pmyh7JM+j8/ebFBthVg9\nwscPftD1nkBidobKYiJXk+weiK0iEhqtNEYo6tprCJpW+B8TjjR2p9hsWXkENuy8MNCHKP7nvsLu\nHSZVWG9D4cgQV40ibKvonKLpJFWviwgE+MNScHMjuL2F5dJ5G7TKA4E0FUSRQGuFUnEvYLYIkfd9\nFeNcyueXMV/PHV9nD3zFIxftW872PzJ+fIvcL+lEgylSbLTwekbn/OvlJeLVKx+OOj9/un4750te\n7PdemzL0dwhH/yShTiZs3Bnb1ZytmNOK2DcZE6fKb4LAWJ+2Aq1BO9+3Avd0PvxCbI+DnqbuhcKy\nLwWB9K9Sg9IekCN7/2R/BR4B5zVmEZbIWtSuRDUloilxy3vsh3fY9+9x1x89k1YUiDzH3d9jf3qL\nub7GPjxglcJI6asNtK1PyqkqrMnJJhvOJxVfjB0jG9M0Y5qmZSIFL9JrztsVi+U16v4th/t3cH+N\n2e1QWYbsKzK7OMbKiM4pOuuTApyOfNwpTFrly7ZE2pJFLcYJ4sj76sQRtELSKUktJULIJ/tMHDli\n7S0GYuWBrDf9VV6H3vfrv7fU/s8XDx3ueIFuDXDscHgatjmOBHdK4zkc/N+FO3ue2j405zPmtLMG\nA6pwPGzbk5x9NqN8WHD/MOLtx4g/XjvKsqWqasqyxhiFcxHWRjgjeXiEh7ViuRNMTE4ajckmc+T5\nlqgocNMpsizpViu69ZputUIa80Sk7PDAJxQiCPoS24e04qrCOOfT39drxGqFeHwMbk+/KdPBv3Z9\nKvEnRC99t4ujk7/X4tBvmKfmT5R7rH3EO3lu8DxNSttO2e8XCOGIyFjPSqr5Fnv2iN1s6MrSvRFP\nHwAAIABJREFUu2kTtk5/BtVO4Iyi7jS4iDhTzM8ERp6G5jBeHAhKKcVx2AoBeR6Ynacx5SHYCZnY\nQwz/vD1/Zr/KNQxtWQvW4UYdFoWNUtZVzIcbzffvBNe3hu3WF0rdbku0XqH1mihaAbI/8U3puulR\nAL7ZeC2UMRprNdZKoqg+trI0rNeWug6KN4NnDc4wZkxdF4CvP1ZVlra1OGfwTtzeOmC/F2w2pyLd\nodrFaARTZSjkgfjwCDe3MJ0cHaHl7JxkVuDkAb39CU2O0jk6zalMQrPXrDeazUHhjCWWlnHmEG0L\ndQVljxbCcwyau1Ol3J+//8K6GmzCA+sd+lWpo5kf1uKMw3YhIeBkaL9cntrDA6zXjsPBUpaWrjNM\np3B2FnF2Jskyi9ZBx2b7fs2xdsqrrOIfxhVf1ite3mwY3/2R9OEdLO9xrvMO8rMZKop8KMv5DBrx\n5g3y668RX3/tjSsH65vIMp9a3VPEYj5HBGXqYAwfujFvHyd8f1PwY5ugU02UKnQqmM59cppzp3l8\nZHkcaOOQ1mckfVIX9bP2ocRJhVO+hhRSeu8nJ0FoROQAiVUOY2LaTh1thoI+XWFJZEfsWqKuRT7c\nIG9vkHc3mNtrmhvf2rs7ZJKg4hiZJNjtlubqinq5pGkaGiFopJcGaGNI25bUWtCwOId/+ALEF7C0\nmu02Z7t1JJXlhf5Isb5HHv6Eerwivr+HqsIqRZJl6MkEcX6Oms6IRxnZSNNlECfCGyMqeUJvUYQU\nisQ5xq5Bu5ZI+XCydlAaBU1MW0UcDvI45aIIlHRIjGcPje0fr8BJjbDypLX7WRieJ50qnp5EAuCZ\nTv3KGFD7cwfEofdC0BsEeD50GPIr4iltMc9PAopgD7nf+1ES3IvPz6nKBfdlwdsPEX/8zvaOuge6\nbo9zEc6lHlnbiPtHyXKjWO40dBlEE+LJHNWVRE3jU96bhvr6mto53H6PrOsj2BkCnrL//6F9XdN1\nx3ITcrNBrteoUHl4tzu5w/7aceb/wDX0tRt2uzHi6CkWQmEh3AUhpHVAiBU+GyTG0+gxXXfGfu9o\nmgTRajaLkupsh1uucNstpixpjDkCHokHPMoJrFU0PeCJMsFcCrLR08dpzCnBJdyDD2P5PxeFOArj\nAsH4HPAErf7zkN9fAza/Slgr3PCgZImzDtsYDBKjU9al5sON5N/+KPjpnWWzqdhuN2w2a6S8Qspr\npLwCJM69wtqXONfSNKJvYIzuGYAE5xRS7o/NGENd+/f6ngoB3wnGFNR1QddppHR0ncUYH1rxgCei\nruXRueL+3jfnTplx88iSyAPxYQW3N95SfzyGr75CLc5J0ChK0s07hJ4h0xnSOtrOUe8TVkvJ7UoR\nS8c4s9ipgbZ5GiofMsjB+yeg/J/zGg6qsHaG12EqfjgkWoszFtO5o1l9MNt8fHwKerZbnyHZtj5t\nPM8Fr15FfPNNfEx9jmOH1g5jsl7f03He3PJF/RNf1m95uXxLdPcj+v49bvmAKDLEbIa+vITZzJtG\n9o03bzzY+fpr7xk0sB8Rvfu32u9x260HPOOB5qO/x/1mzE83E/7rTwX/8j5hMpWMZ5LJVPDy1Unf\nPJ0+lZFq51AEwPMJhudnvpwQHuyoCKd0qICFT+fXoCVCRdgOukrStYrmqa8iWjgS1RG7mqitEffX\niO//hPjTn+g+vKddPnB4eODw+IhW6ti6puGw21Hu9xyaxpc+FoKDEKTOMTeGubXkiQc84ndw9r/D\ng4l4eCh4eIhxD4bLpWW0vEcs/4jaL0kOB3RdQ5qi0hQ1mcD5OXI8Jcpy0lxhcuEBTzQ4cfYbhUKS\nWoO2LakzR62VdNB1ETTQVF5fGYhML+N0KCzS9vYCSoFQoCTOhPpo//5C+78G8AwQXDCEOh6Tw5E6\nxDb6QeeG7ExIKz+m6fnim9S1/7nDAVGWiKY5ZWZNp/539daaTghcZ7FRihsv2EczllXGxzvB27dB\nYrzFh1JSwpYZRZrtHralZFdrMpGTZhPM/BwRWXRvViWsRSjlPSa2W5q2RVtLZAyx9fW4LJ64F3DM\n5hJA1xcqtXCqqL7qDQd2u6ei7t842HnO8Jx8L8TRJiUc0CDoJNxR3CxlhxAVvi88g0CfDu4FlDlV\nNUe2ObuHiuZhg7t/8CUIytIbmoH3T1HKG9PpBONiyjZCtAqlYZLAXDrqxlFVwdn5qWwMTqAnAJ9j\n7Z30FF8+LqD6qct0+H3/I0Dzq0qzwkOva3AC2xo6I2lJWB8kV7eO739wfPddw2ZzYLvdsN0u8czb\nB+AdUmqkFCiVoFSBC2mvTuBchGduvFzfOV9h2bkNYPAeL4okjpBoJBFSFAiRgQzW1BapLVYb4rgj\nijRCWNrWUZWOw86xWzs2S8v5FKSBInZMZINQLdI0uKrx9Pn8DPHFl4j5nGi7IdpuEbsHKCwYBS5h\nbyNsLal2it1KUo5a2kmL2/cauyAmCg7ww0ETnDN/7ms4yYZs0lAjKcTTQ2MjcI3A1QJTOeqDYL+V\nrNeS9dqyXjvWa8duZ/pDR4cQhjSNODvTfP55xOWlPOrTQhQtaGtnjyWvrhteHm44W32HXX3ErG+w\nmxUuUkitUZMJ4sWL4wQRzvnsqpcvfYmSi4un8eDNxlsJzOc+PFEUvnp6HGOjXoenYzb7Me82E/7b\nDzn/178mnJ356Nj5uU+oyzJP7l1cnM7XIaQljTuJln9p2YDw+kOnNLZ3mT+uGVL7tUGAlWDbngft\nS9tE2pElENGRipq4O6DLPe7uGvfDd9j/9q90P/1EtV6z32zYbrd98RvfWoKhwCnXLrQRftXNhWCk\nJdO5oPgcXv5nWFrF3Z3i7jalLUouK8v4/Qrx01tku/flQoTwYDWY5GQZKo1IUijiDqNrElGjbYNo\nG58K2T97qSBWhjhqwTWEIJRzoK3DdRFtbamqk9TJXw7hfDq+6A1/XQD/CDDyb1ps/37A86kMguEJ\nJMQQwN/sMG+5qrzBX1nieudlYX3VU+Ec3WaDEYKuaRBKoXuWRQcWJChlA72c59gko4xnHNoJ5abg\ndqPZlB1Nt+u7/+HYhJgi5SVS5iSJIssUo5H05qVZThRd4IqOrpohrUE4A9agkoQ4TXFFAbe3qM2G\nuC9Rge19Zaw9aah8Vzz15THGp14Gvjnkcf/Gaml96nouZ/hryXlPx52jqrxzZ9ta2tZgjMS5YOwX\nVFABlDaA82j9UMLDEj58QK1uSNZr8rqmUYrRZHJs7asvOcRn7LcJ9hZGuWGcW/LcsN5KPl5LPlwr\n3n8Q/Pij48MHT+23regjpeIviMXn4uxhlHX4PALwG4qWh933qzA8w6vvLIukbiWHveCwgsfHlvW6\nZrNp2O12VNUjXfeIB6EKIS4RYkKeJywWFywWL5jPz6hr0e+xAmOCND/COUXbyl7rk/lFO5JEkSTW\ngokwjNkzFhtUkkM2QeRTbJRTd1AbqLuIN58pXr1S5LlAS8s8q0inNRe24mVmuGgt2b1BuBU2zem+\n/j3WaOTXXyK+/gZ5dunLT7QGUdV9lt9pTYqkYDbqeD0vSVzJS7ljstmh3u5gcwvv3/tNeLV6inaH\nJWB+rX6Ep2HKQe0y3WiyNsa1EYddQrzPcWVBXWe0bUPX1RhTYa3D2qCj0nSdpKoEu90pPyQQWOF2\nowiSWqJHCXLv1f+uRxZOCL+ePz5i4xhZVceCoC7P/Vr3+OhBWlU9WTTsu3d0799jrq5wux06z1Gz\nGcoY9laxrXN2Yszb3YRlM6IVMUniv1td+yU0MFgPDz7cOZn0mo+4z7wbFoIdZl/8El0GOGcRziBd\nz+4I38IVvs6w2oYWhlR0jKRBNwcm3YqkL57dXl9T399TPz5Sbrdsq4pt17EH+jryaE77Tlhl6/7v\nJaCE8BlhSpEmKYaYplHst2Bixyi1RBcWJVsuHzpGuUVJToRGmnpCw1pv9ikE8bxkNK8w8wabFYxZ\nE7MGNj7cHIiK4PYuBC6KBpXcJI3y5S8s6ggZyrIHQ85RSIvRHUTe/08EbdR/AMj+fYDn+S8enkaG\nu2AIYwWAEnjW7dYzJX2jr24u+9/bbTY0TUO92yGlJHGOJAQ2hy7PQVlaFLjJgkM8Y9mNWa5H3G4V\nm6qi6Wo8zr3Gh1BukPIlSuVofU6S6KN2YzqFwuXo4gK3SDDtAecMynV+0OY5UVEgxmP0bEZydUV+\ndUVbljTWUhtD4xxmGKfmBHh8Fkjn2aoAeIYCl9844IGn2s0hsTeUOIT3hfVFKYtzHV1naFuDtQJr\nY3yIY48HO3u8w07veGSBfQ941HvU3gOeomkwWjOeThm9fk3x+jXbyy+pkjOWu5T21iHmhkK1pHlH\ntVF8+CniX/8g+f5Hwf294+HB19Nyrj9iIY4JgkPAA38JdoZgaMhyBebneOj4LVyDeWmR1I1gtxes\nH2G1almtDqzXO7bbDW27PAIeIXKE8AeCohjx+vWIb74Z8cUXxaBYuqBtTyo25wSHQ0xZZhwOE5Ry\nvW+RZJQYXoolr+SGl2JJPC5g3sJcYHLBttZsm4htrZlMJefnkjwXRKojS0vUdIPWG6Z5y7RtSR86\nEC0mLei+/kfaF18hLxaoizPU2RlKWqhqZLT7izUp1pLZqEO1NTPRMm4eGK8e0HcP8Ng7Ot/decAT\n7F2H3PqvgV6H6DsMxhDO9wXi0EaSGY2yiv22IN4voJTUdUbTNLTtFmO2WOtwLse5AiFiuk5Slh7w\njEanPe25RjvNFVERI8cF7McnKkUIXFXhlktc22K3W8TZmXe2DyAnGMxuNk8OxebtW9oPH2iurnBV\nRTybEZclqus4WM2dKbgxZ7zdTlg2Ka2Ij+tLcPfI86eAJ4CdogCneqb9ucjuF1tfex1TX6PPCYlf\nckSfofZUZA098BGGTjYYVaP2W7LdkmR3B/s7mqsr9nd3bB8f2W+37JuGXdcdbVM0HuAITtYoFn+U\nPAIeKYm0JotjsiTlQERTKzZbgZxYitRwPu7I84bJh45JYXyKfxyf5CqBzr+7g+WS+PLA+JXX5bhi\nRFatSKpHqFaeinvxwo+FAHp6+Yl1mg7fGqXppE8sCOQ0+KEe46giQxe3kDTHASqs8umXf6OD9v9c\nSGvYY5868j9neA6Ho524Mwbbh3qGTokS6Hqwc5ASJaVnecJEGeZAO3dUl9p5D3jaCR/XI242Leuy\no+m2eGbnBk/Tv+8H2DlRZHuG56TdSKMcTIwzCzpn0K5D0gEdajRCjsfo6RQ3GuGk9CzVwwO7rmPr\nevflfsCF+xkyPCL4EoXjyfOsgf8fAB54SugNQc9QY/kU8Bjatu3FqSHHKsNPxSHgec7wPEDzHlVf\nezataXBKMZrNGL15w+h3v+OQf0mtz1huEyrnyJXhvGhJqam2MR9/kvzr/6P5t++gLB1VZakq2xc0\nlWjtiCLxxEQRniYGtu0Jww83gnDPYQgPinH/Nq7+i1ohqVufSv4oAsNzYL1es9s94pxv8IgQ454B\n/YI8n/L6teKf/knxz/8sn+hB6jqMcl/0dbNxx6b16TyyKGr+QW74Vh74B3lFdjaCV8DLmGaasDyk\nPJQRy4MHFVp7O4FIWGZZxTxaMyvuiEyFbhvUvQ9h2ckLmhdfUY0v0FnkxaxZBPUedntElPyFT1is\nPcMzpsLqPermFrX+iLr56Iv4rNd+gy7Lk1B4eID7pQHPc5FYGGh17QHP4yPc3PiMJCSpkOx3Y5K9\ngDLv2biGrtthzEP/445e/Ubbip7h8aAn+EzBiajXGpJOERUJsuxtb7MM1zM8oq492FmvfbX0rvOb\n42x2WqfL8qkduVKYn36ief+e8urKl+l58QLljbHYt5q7uuCHetEzPJJG+JBbn9xFWXriaAh4Atgx\nBu9VE1bi/5HQ7ue6nEPgTaCEMziJFy5/gpQIQwxASAOqQagSYbbI1QNydQ3XH2murtjd3fG4XLLd\nbjk4x8G5I4MTxBqap5t7wlPAE2tNGsdkSYLsAc92A6PcMRp3vDxrWMwa1FmHKixKOp9x5esA+YGy\nXvuHv1oR7w5o15InBpoRcrVErpawfoRXr56WTgoKc62xxHTENC6m1YpOiGOpjMABVBUkOOrEYNIO\n8vYp3uif9c/H8HyiY4+bdQAkQ0fkYLgXBMp9SQZjDK0xOOeelHFsgLZP+0YIrPJK96OXSDjlpOnJ\nIEwIrNdx01rpSz+4BscOT9P39Bre/8XaA9ZWGNPQNIqqkuz3Epcrn6KZgBQGTN2nW1nvGhrUuZMT\nTedmM6KyJCpLdH9vgTsYZnIJ+rj28/jIc1HIb2a3/EuB7l9LdBjeUqg4csK7nn5UyldMtzY5njI9\nyImgLy6aJJI0lZwngrk0ZLJBlAdkXZK2LWNr0VpTSEmqNTpJ0EmEVopYSypgvRG87RSbpeYPf3T8\n+Lbh+qZjuRR0ncQYcazoHu4hsDd17fU8w1R6Y07yjefk5fB9w/n874mZ/5dfn/qgMF+kxMnUayJQ\nGCP6ZyDpOoWUCUVRMBpZikIT24LYCCJT8vpS8U8XEd+cRXy+iMikp8LjyG+WWlm0ckhn2a4Nu1XH\nbtWhhaXIHUVumSYlb+obzur3FPUPZNkU1Qm0zrB5TpwI0nFM3vnnju3AWGJXM3GGsROMXYToHK5V\nuDbCqgTGI+RkjJ6OUcKghEFWB1+HC+vzXYOXV+8nIAFpG6JmA4dHWN3AzQf46Sd/CAnrVKDrhrqZ\nwPL83FcANc+1PIOD4TGJoxc5SCWPA1N0ER2SQw3rVcd+31HXBmMsUoreikGQJJLx2DuIB73EZuN/\n7Wr11FJt0kZUhwm1u6TKGvS5QTeSKIoRm7U3wDscvDSh95ehqp6GA0OIsD8hiTRFKoUyBte2PrOr\nV+sKGSNIUCImGylenHVEtuIs6jg0EftGc2giJhNJHJ+SI4ZF1VsJkRVI5CnW/AuCHhH6Uhic8Gu/\nkxIhHcI4n23UWVxnEG2NaBvvNn3YIw475GGP2PSgYv3oU/jr2r+n61DGkOL3mBQY43U5qRBoITBS\nYoQvqN1YS2MMnbVMlCLPc+LxGLVYoGdjklHiPbQyQVpIssKbIIrFCC4WHrQ4h00Sv3cfDjS7HfV2\nS7Pdopf3xEVGFEn0aOSJgF57ewTmQe8QnASlwvU2FRaFQeEET2x1wqvtLK7xul4RTHqeY4K/4fqf\nBzxDsBOExqGi7aavrjwsGgo9soPOuSOwCQABTooON/yMoF4KXGbI2ApVx5oWqTqUsEQalDJIWSPE\nnpM9YAU0ONdgTAXsqaoDu50vb3B76zMVQiKYUNY7q9Ul1Ien9xAMXmYzuLhArNcoQIcQHSfAEzHQ\n8ITrOb36GwM6zy8pT4lkAQQMLTWGOLdpnjIhxkiE0D2LEtN1GcYUGDPGA54dkJAkEYuF4uxM8nok\neFXC5GBRB4M0htRaxs4RO0duDFHXIeoanbbkmWFSWBopWG28jX65FfzwtuG7txXrTesN8mzSh9Pi\nwbByNI2jrj0ok1J80uppSGZ+at/71cDOXwu1hAwJQKgCESXISPffXyNEihAjkkTx8mXOZ5/NefOm\nIS8t+aEiP/zE+TzmzdmI1/mIhSpwSYobpTiRYJ0kiw15YkhUR/VYUo9LqlGJNC1JZEi0IXV7ivUP\nqLvv2Nz/ifZwThbHpJMJupiQxJpxliEjsMb49PC2QZuaXDhikYCY+kwzi9ehCI1Ic6JEIN0B1dbI\npka2NbKrUV2DTBOIFqe0uzg+bcTrtafjr6/hwwd4987P70H5jaOCN2R//hKA5znLOzSzGv5bWAeH\nBqb9d7ZqRKVztpXkYdlyOHgDRmsjtJYUhWY00ozHivNzwXTqEw6c80Dn5ubkehtuf6YTzuWccwln\nScrk5Zjp9ILoq89Qd1dwfY24ukLsdoiAnvb7U+hrPPZr5SDlUa5WRD/95JmiriPS2hcLzXMim1Kk\nmmkncKnhIjnQTQ90Fwfuy5z7suChlKhUMpudRNbh0FXXvRMvA8ATZBG/1DWkiL1S2YuzRYfsDLbt\nkG3nfZ82a8R67V93O8R+21uWlKcQJqf9JIStwiXwYCeXklxKVE8SWK3ppMT2J1HZNBRRRFEURIsF\n4vIFycWU4jxjthDkE0FaKGQCzqQwm8Or14hvv8Wu15imwWy31FXF+nBgVZasjSHf75nc3jLuOvKi\nIOqjMlLrU/g1jOU8P8UfnTgm+IRHdrynId7HIrrWz939/hQHDKzhL87wBMAThGkhZhvSxof1tLTG\nWosRgkYIuv6Lhq9rB+34uwM4OKX7eFQS3IvbFpF4wOPXLINSFULs8MzOHh8+aXvAU2Ltgao6sN06\nHh8lt7enDStNQUjrVeZlCfuBX44Q/kEXhZ/EZemZnKZB73ZHoBOaxjM8f9GLQ6HIbxTwPN+4Qxc8\nZ0DCIhPIvGG5ha4TCKGIY4m1vuqYtQWnzLkUiEmSkDGi+GoheHkH41uLOnRHwGOcIwUKa4l7Z9bI\nNWSxYTJ27K3g6qPi+z9Lvvuz4mHZsnysWa23dJ3BuQLnRvisInpNg0AIR10rpHRHcDcEO+FZDAXK\nn+rCv/bcfvYO+hToGSqpVY5QCVIppAIhFEJ4BWiaplxewu9/D//8zzBbXTNZ3TB9vGacOYrFOaP8\njEwucInxlHMUI7VlmhumecsobjDjHWa0pis2iKZC2RZlW2S1oyl/oL37ju0Pf6KrdzAeE11cEJ1d\nkEQpKm1Jp86fdqsGqhLZNWgFkUoRKsEKfwo0aB9KwRE5S+xKRL3zLMN+57M50sRrSNKBe2QUncLh\nIUPo+ho+fvSAx5iTlWsAEEPA80toeIYTzLmn8dNh2lTTnPx4giYihPddThVlbGrJw0ND29qe2dTE\nsaYoIs7O/MHi7AxmMw94muYYIWO5PHlR5TmcjRNW0wXbac5+POfV7IIo/YxJ+oh6/71383UOrq5O\ngOdw8N81ivwzvbg4FUUqCuT1NXoy8f9eVagoQvaFkyISchsxc5KsNeSTkqxakVYrftrNebeTvNul\nNCI6FvAdrkVNA40SSCWIlADxDPT8EmvtcO86gi3h/2taZF1D3fiU/JtruL6Bm2uv79xuYdeXZhoU\nmRoKkSNOph4REPWZq1EPNFwUeUNApaCqkM6h25ZEa4qiQC8WiBcviC+mFGcp3UKSTAVprpCJxJoM\nOZsjXr+Gx29wHz5gbm7olkvKx0eWXcdV23JtDLPdjouuw63XiNHIe9dNp17v03X+furaP4P53HeQ\nFH6Td0/Z9uF6e1zaesAj6hLU4QR2wkHkFwM8w1OHMaeYbdvi+o5z+72noYIo9/+j7r2aJEmyK81P\niVHnwZJVVlVXAxAMAQa7//8v7MMudgS7O91FMyMyiHM3N6qq+6Cm7hZRBUw3phhMxCQyIyPSjahe\nPXruuecKgZWSToiTS7EbnAy+GnomyDkaQFqLEKI3rOp6PylFS0RjFFUjKZWjrjvatsLawPAErQh4\nq3mLEB1t21KWEbud5enJkcSQpTCbOoQyiLpCHA6wWXFqFBXaQ0SRn7yXl55u3O+RUuJ4LlQ+6XcI\nL1I837mF5/g7PX4K8IS4O0xj+ZTQ2T7JY1t/54HRtjbC2oSuy4ARvkhyChyJ4wnTacrr15r3rwRX\nTjA6CuTSv++I4LvjzRxlv1sXbY1yLZGy4GC9ha+/h//j/4KyNBjjPZicM5wz3aFxYbhHb9oW/CzD\nfQ8nXYjjw9L03/z4twDPQIQhdIKSGq0kifLN96axYxFbjHB8Plf83bXiHz5TXIwdi1HBYvREElns\nXGGTGENOriNmRDgdoSPBxahhMaqZpzW4LcgtqPV5ntQ1Xb1jU9+y3nzkcPcRoQTpu3de4Fodiccj\nIlWTpQ10LcKWYI4I2oHRaITTCU71p3OoukBXBaouoCxwxwIXdn+nXMz07DEQXlxd+7i0WsHTE+7x\nEffw4B+nlIg09alneO4j8mscw81jMGQJoPXlpBv0+XJRBFkOszmmzqiV5NgKdjvPlQeAq7UmTSPy\nXDGZ+LYpobtNWfq96XIJd3eO6dgxGVmmY4vqHInWJPmIVCXMRhHdIkMspghb+V8a9e3KnTubwgaV\nf5Lgxr4Rkpv6k8tr5HxBNJ4gjPEprv5dxRZGpmLebUEZFukTF/ETs9GSSdaS5YJonHBwvVN0JIil\nQCHA+pStseCkwAWG5zfS8eDceTyFo6kRla9YZr/1+rGHT/Dxg2cfQ49IOFc4CYFqGqKuI+3/v0wI\nsj6NJZQ6n6FXY5Zh4xgXx8goQmuNns3ILi6Irq8Rr67RVzPSRYqZSqLMEWuDtAbXGZzWiJFf4+xm\nQwc0RUG53bLFq2Pv8LrbpOuYliWjtsXEMXY65VRWFxaIPD/7zoXOn9YiTIe0Fo0gVpBGHqxK5QtK\nEm2JRIcMXlnBQyTY+v+Fx883i8MqWNd+QpYlbrvF7vfee+Z47F0SDaL32THWElrWDQHPkOFpODsY\nJ0AaRaRRRBLH2PkV1eIt9fxL9pM/8l1xw9frnD8Xjm9vG+7uKoqi4NztKgUWSLlAyhlKTYiiHGsT\nylKz3QpmU8fFzEJrUVTI3aZH37enkvrTGVb22Qy32WDimE7Kk9Oy4Ax8dF9GJ5RCaH32MQitM37n\nYmU4Y9phd/Qg1QpSqiDkDRvkYfsF//teOyJlIGfn+Kc0RcoZcXxNmmaMRoJkHKEnGWI6wdiCyjkO\nbUvbi+BVUZBuNtTRgR01D8Zw21pWq4rDoaLrKqytsdbgRw8Eseb58HycEAopZe85c15jhtj0Ja74\nKVZn+Kx+NcnAkAV4eWH9vJSqI40Mk8wiMstXlzvczRPT10/Y7Y6vjg1ffNsybRryuCGOGmSe0OU5\nZbKgcgvKaobpQHQF064glh15XRPta9DNWUQRjp7xFUWBriqyrqNzjgRInEOFAVUeEZuNby8Q9B9N\n/aMeJSLOUEkGSQ7OIvdbxH4D+y2dlbRW08YLiGKiJCHSKdFPsamBiT4efRPFtqU13sXSbDo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4DnzZtzw5dhS/HfOeiB8+sN6+lL12E4M7VwXmed8yAiVPseDl5P0zSaura9oNKDj8lEnEzQPEUm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\nHwspkOF2GTbltvUwMNxIwya83x9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T399jdjv0bObt6ycTRJyhsjl61eKix91nDYje6yM/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\nRFQ7X0Xc9oixc3LokzEAh8dC1qe6nX8y6HFwMFvrraQ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qhFQoKZHOnu/EBHAQ323cqH5l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fVcX4WosMiGDfbvH5bfLIcHfl5DzWVD0rTo+wa5v0cIH+7UH/4wbUfKMuyyx5k2dLCuYXsP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\nRdsEEIZKbJIAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f41a9706f50>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "weights = classifier.weights_\n",
    "f, axes = plt.subplots(2, 5, figsize=(10,4))\n",
    "axes = axes.reshape(-1)\n",
    "for i in range(len(axes)):\n",
    "    a = axes[i]\n",
    "    a.imshow(weights.T[i].reshape(28, 28), cmap=plt.cm.seismic)\n",
    "    a.set_title(i)\n",
    "    a.set_xticks(()) # ticks be gone\n",
    "    a.set_yticks(())\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Next steps\n",
    "\n",
    "* TensorFlow Docker images: https://hub.docker.com/r/tensorflow/tensorflow/ \n",
    "* TF.Learn Quickstart: https://www.tensorflow.org/versions/r0.9/tutorials/tflearn/index.html\n",
    "* MNIST tutorial: https://www.tensorflow.org/tutorials/mnist/beginners/index.html\n",
    "* Visualizating MNIST: http://colah.github.io/posts/2014-10-Visualizing-MNIST/\n",
    "* Additional notebooks: https://github.com/tensorflow/tensorflow/tree/master/tensorflow/tools/docker/notebooks\n",
    "* More about linear classifiers: https://www.tensorflow.org/versions/r0.10/tutorials/linear/overview.html#large-scale-linear-models-with-tensorflow\n",
    "* Much more about linear classifiers: http://cs231n.github.io/linear-classify/\n",
    "* Additional TF.Learn samples: https://github.com/tensorflow/tensorflow/tree/master/tensorflow/examples/skflow"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}
